{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 分析远程图像"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{\"categories\": [], \"color\": {\"dominantColorForeground\": \"White\", \"dominantColorBackground\": \"White\", \"dominantColors\": [\"White\", \"Black\"], \"accentColor\": \"7B7550\", \"isBwImg\": false, \"isBWImg\": false}, \"description\": {\"tags\": [\"person\"], \"captions\": [{\"text\": \"a woman eating a cup of coffee\", \"confidence\": 0.424663782119751}]}, \"requestId\": \"76c17023-f700-4112-9f31-2754eba4981e\", \"metadata\": {\"height\": 1078, \"width\": 1080, \"format\": \"Jpeg\"}}\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import requests\n",
    "import matplotlib.pyplot as plt\n",
    "import json\n",
    "from PIL import Image\n",
    "from io import BytesIO\n",
    "\n",
    "endpoint = \"https://shijue01.cognitiveservices.azure.com/\"\n",
    "subscription_key = \"8a2abe4e786c40c1936efe083f794112\"\n",
    "\n",
    "# base url\n",
    "analyze_url = endpoint+ \"vision/v3.1/analyze\"\n",
    "\n",
    "# Set image_url to the URL of an image that you want to analyze.\n",
    "image_url = \"https://gitee.com/forevercan/api/raw/master/images/%E5%90%83%E9%9D%A2%E9%83%AD%E8%80%81%E5%B8%88.jpg\"\n",
    "\n",
    "headers = {'Ocp-Apim-Subscription-Key': subscription_key}\n",
    "# 参数\n",
    "params = {'visualFeatures': 'Categories,Description,Color'}\n",
    "# 请求主体body\n",
    "data = {'url': image_url}\n",
    "response = requests.post(analyze_url, headers=headers,params=params, json=data)\n",
    "response.raise_for_status()\n",
    "\n",
    "# The 'analysis' object contains various fields that describe the image. The most\n",
    "# relevant caption for the image is obtained from the 'description' property.\n",
    "analysis = response.json()\n",
    "print(json.dumps(response.json()))\n",
    "image_caption = analysis[\"description\"][\"captions\"][0][\"text\"].capitalize()\n",
    "\n",
    "# Display the image and overlay it with the caption.\n",
    "image = Image.open(BytesIO(requests.get(image_url).content))\n",
    "plt.imshow(image)\n",
    "plt.axis(\"off\")\n",
    "_ = plt.title(image_caption, size=\"x-large\", y=-0.1)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.3"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
